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finetune.md

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Fine-tune the pretrained LLMs

QLoRA Fine-tune InternLM

  • InternLM-7B, oasst1

    xtuner train internlm_7b_qlora_oasst1_e3
  • InternLM-7B, Arxiv Gentitle

    xtuner train internlm_7b_qlora_arxiv_gentitle_e3
  • InternLM-7B, Colorist

    xtuner train internlm_7b_qlora_colorist_e5
  • InternLM-7B, Coder

    xtuner train internlm_7b_qlora_code_alpaca_e3
  • InternLM-7B, SQL

    xtuner train internlm_7b_qlora_sql_e3
  • InternLM-7B, Lawyer

    xtuner train internlm_7b_qlora_lawyer_e3
  • InternLM-7B, Open-Platypus

    xtuner train internlm_7b_qlora_open_platypus_e3
  • InternLM-7B, Alpaca-enzh

    xtuner train internlm_7b_qlora_alpaca_enzh_e3

QLoRA Fine-tune Llama2

Don't forget to use huggingface-cli login and input your access token first to access Llama2! See here to learn how to obtain your access token.

  • Llama2-7B, MOSS-003-SFT (plugins!)

    NPROC_PER_NODE=8 xtuner train llama2_7b_qlora_moss_sft_all_e2_gpu8  # Recommended!
    xtuner train llama2_7b_qlora_moss_sft_all_e1
  • Llama2-7B, Arxiv Gentitle

    xtuner train llama2_7b_qlora_arxiv_gentitle_e3
  • Llama2-7B, Colorist

    xtuner train llama2_7b_qlora_colorist_e5

QLoRA Fine-tune Qwen

  • Qwen-7B, MOSS-003-SFT (plugins!)

    NPROC_PER_NODE=8 xtuner train qwen_7b_qlora_moss_sft_all_e2_gpu8  # Recommended!
    xtuner train qwen_7b_qlora_moss_sft_all_e1
  • Qwen-7B, oasst1

    xtuner train qwen_7b_qlora_oasst1_e3
  • Qwen-7B, Arxiv Gentitle

    xtuner train qwen_7b_qlora_arxiv_gentitle_e3
  • Qwen-7B, Alpaca-enzh

    xtuner train qwen_7b_qlora_alpaca_enzh_e3

QLoRA Fine-tune Baichuan

  • Baichuan-7B, oasst1

    xtuner train baichuan_7b_qlora_oasst1_e3
  • Baichuan-7B, Arxiv Gentitle

    xtuner train baichuan_7b_qlora_arxiv_gentitle_e3
  • Baichuan-7B, Alpaca-enzh

    xtuner train baichuan_7b_qlora_alpaca_enzh_e3